Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 767 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 54.1 KiB |
| Average record size in memory | 72.2 B |
Variable types
| NUM | 8 |
|---|---|
| BOOL | 1 |
Nº de gravidez has 111 (14.5%) zeros | Zeros |
Pressão sanguínea has 35 (4.6%) zeros | Zeros |
Trícepis has 227 (29.6%) zeros | Zeros |
Insulina has 373 (48.6%) zeros | Zeros |
IMC has 11 (1.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-02-13 22:01:17.954604 |
|---|---|
| Analysis finished | 2022-02-13 22:01:38.466283 |
| Duration | 20.51 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 17 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.842242503 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 111 |
| Zeros (%) | 14.5% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.370876524 |
|---|---|
| Coefficient of variation (CV) | 0.8773200862 |
| Kurtosis | 0.1612926278 |
| Mean | 3.842242503 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.9039762644 |
| Sum | 2947 |
| Variance | 11.36280854 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) | |
| 1 | 135 | 17.6% | |
| 0 | 111 | 14.5% | |
| 2 | 103 | 13.4% | |
| 3 | 75 | 9.8% | |
| 4 | 68 | 8.9% | |
| 5 | 57 | 7.4% | |
| 6 | 49 | 6.4% | |
| 7 | 45 | 5.9% | |
| 8 | 38 | 5.0% | |
| 9 | 28 | 3.7% | |
| Other values (7) | 58 | 7.6% |
| Value | Count | Frequency (%) | |
| 0 | 111 | 14.5% | |
| 1 | 135 | 17.6% | |
| 2 | 103 | 13.4% | |
| 3 | 75 | 9.8% | |
| 4 | 68 | 8.9% |
| Value | Count | Frequency (%) | |
| 17 | 1 | 0.1% | |
| 15 | 1 | 0.1% | |
| 14 | 2 | 0.3% | |
| 13 | 10 | 1.3% | |
| 12 | 9 | 1.2% |
Glicose
Real number (ℝ≥0)
| Distinct | 136 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 120.8591917 |
|---|---|
| Minimum | 0 |
| Maximum | 199 |
| Zeros | 5 |
| Zeros (%) | 0.7% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 79 |
| Q1 | 99 |
| median | 117 |
| Q3 | 140 |
| 95-th percentile | 181 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 31.97846846 |
|---|---|
| Coefficient of variation (CV) | 0.2645927713 |
| Kurtosis | 0.6429918315 |
| Mean | 120.8591917 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.1764123623 |
| Sum | 92699 |
| Variance | 1022.622445 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 99 | 17 | 2.2% | |
| 100 | 17 | 2.2% | |
| 129 | 14 | 1.8% | |
| 125 | 14 | 1.8% | |
| 106 | 14 | 1.8% | |
| 111 | 14 | 1.8% | |
| 102 | 13 | 1.7% | |
| 95 | 13 | 1.7% | |
| 105 | 13 | 1.7% | |
| 108 | 13 | 1.7% | |
| Other values (126) | 625 | 81.5% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 0.7% | |
| 44 | 1 | 0.1% | |
| 56 | 1 | 0.1% | |
| 57 | 2 | 0.3% | |
| 61 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 199 | 1 | 0.1% | |
| 198 | 1 | 0.1% | |
| 197 | 4 | 0.5% | |
| 196 | 3 | 0.4% | |
| 195 | 2 | 0.3% |
| Distinct | 47 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.10169492 |
|---|---|
| Minimum | 0 |
| Maximum | 122 |
| Zeros | 35 |
| Zeros (%) | 4.6% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 38.6 |
| Q1 | 62 |
| median | 72 |
| Q3 | 80 |
| 95-th percentile | 90 |
| Maximum | 122 |
| Range | 122 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 19.36815466 |
|---|---|
| Coefficient of variation (CV) | 0.2802847988 |
| Kurtosis | 5.168577977 |
| Mean | 69.10169492 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -1.841911017 |
| Sum | 53001 |
| Variance | 375.1254149 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) | |
| 70 | 57 | 7.4% | |
| 74 | 52 | 6.8% | |
| 78 | 45 | 5.9% | |
| 68 | 45 | 5.9% | |
| 72 | 43 | 5.6% | |
| 64 | 43 | 5.6% | |
| 80 | 40 | 5.2% | |
| 76 | 39 | 5.1% | |
| 60 | 37 | 4.8% | |
| 0 | 35 | 4.6% | |
| Other values (37) | 331 | 43.2% |
| Value | Count | Frequency (%) | |
| 0 | 35 | 4.6% | |
| 24 | 1 | 0.1% | |
| 30 | 2 | 0.3% | |
| 38 | 1 | 0.1% | |
| 40 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 122 | 1 | 0.1% | |
| 114 | 1 | 0.1% | |
| 110 | 3 | 0.4% | |
| 108 | 2 | 0.3% | |
| 106 | 3 | 0.4% |
| Distinct | 51 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.51760104 |
|---|---|
| Minimum | 0 |
| Maximum | 99 |
| Zeros | 227 |
| Zeros (%) | 29.6% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 23 |
| Q3 | 32 |
| 95-th percentile | 44 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 15.95405906 |
|---|---|
| Coefficient of variation (CV) | 0.7775791637 |
| Kurtosis | -0.5183252996 |
| Mean | 20.51760104 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.1120576816 |
| Sum | 15737 |
| Variance | 254.5320005 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 227 | 29.6% | |
| 32 | 31 | 4.0% | |
| 30 | 27 | 3.5% | |
| 27 | 23 | 3.0% | |
| 23 | 22 | 2.9% | |
| 18 | 20 | 2.6% | |
| 28 | 20 | 2.6% | |
| 33 | 20 | 2.6% | |
| 31 | 19 | 2.5% | |
| 19 | 18 | 2.3% | |
| Other values (41) | 340 | 44.3% |
| Value | Count | Frequency (%) | |
| 0 | 227 | 29.6% | |
| 7 | 2 | 0.3% | |
| 8 | 2 | 0.3% | |
| 10 | 5 | 0.7% | |
| 11 | 6 | 0.8% |
| Value | Count | Frequency (%) | |
| 99 | 1 | 0.1% | |
| 63 | 1 | 0.1% | |
| 60 | 1 | 0.1% | |
| 56 | 1 | 0.1% | |
| 54 | 2 | 0.3% |
| Distinct | 186 |
|---|---|
| Distinct (%) | 24.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.90352021 |
|---|---|
| Minimum | 0 |
| Maximum | 846 |
| Zeros | 373 |
| Zeros (%) | 48.6% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 32 |
| Q3 | 127.5 |
| 95-th percentile | 293 |
| Maximum | 846 |
| Range | 846 |
| Interquartile range (IQR) | 127.5 |
Descriptive statistics
| Standard deviation | 115.2831052 |
|---|---|
| Coefficient of variation (CV) | 1.442778802 |
| Kurtosis | 7.205266456 |
| Mean | 79.90352021 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 2.270630168 |
| Sum | 61286 |
| Variance | 13290.19433 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 373 | 48.6% | |
| 105 | 11 | 1.4% | |
| 140 | 9 | 1.2% | |
| 130 | 9 | 1.2% | |
| 120 | 8 | 1.0% | |
| 100 | 7 | 0.9% | |
| 180 | 7 | 0.9% | |
| 94 | 7 | 0.9% | |
| 115 | 6 | 0.8% | |
| 135 | 6 | 0.8% | |
| Other values (176) | 324 | 42.2% |
| Value | Count | Frequency (%) | |
| 0 | 373 | 48.6% | |
| 14 | 1 | 0.1% | |
| 15 | 1 | 0.1% | |
| 16 | 1 | 0.1% | |
| 18 | 2 | 0.3% |
| Value | Count | Frequency (%) | |
| 846 | 1 | 0.1% | |
| 744 | 1 | 0.1% | |
| 680 | 1 | 0.1% | |
| 600 | 1 | 0.1% | |
| 579 | 1 | 0.1% |
| Distinct | 248 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.9904824 |
|---|---|
| Minimum | 0 |
| Maximum | 67.1 |
| Zeros | 11 |
| Zeros (%) | 1.4% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21.8 |
| Q1 | 27.3 |
| median | 32 |
| Q3 | 36.6 |
| 95-th percentile | 44.41 |
| Maximum | 67.1 |
| Range | 67.1 |
| Interquartile range (IQR) | 9.3 |
Descriptive statistics
| Standard deviation | 7.889090901 |
|---|---|
| Coefficient of variation (CV) | 0.2466074379 |
| Kurtosis | 3.282498397 |
| Mean | 31.9904824 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | -0.4279502476 |
| Sum | 24536.7 |
| Variance | 62.23775525 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 32 | 13 | 1.7% | |
| 31.6 | 12 | 1.6% | |
| 31.2 | 12 | 1.6% | |
| 0 | 11 | 1.4% | |
| 33.3 | 10 | 1.3% | |
| 32.4 | 10 | 1.3% | |
| 32.8 | 9 | 1.2% | |
| 30.8 | 9 | 1.2% | |
| 30.1 | 9 | 1.2% | |
| 32.9 | 9 | 1.2% | |
| Other values (238) | 663 | 86.4% |
| Value | Count | Frequency (%) | |
| 0 | 11 | 1.4% | |
| 18.2 | 3 | 0.4% | |
| 18.4 | 1 | 0.1% | |
| 19.1 | 1 | 0.1% | |
| 19.3 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 67.1 | 1 | 0.1% | |
| 59.4 | 1 | 0.1% | |
| 57.3 | 1 | 0.1% | |
| 55 | 1 | 0.1% | |
| 53.2 | 1 | 0.1% |
Chance de diabetes hereditária
Real number (ℝ≥0)
| Distinct | 516 |
|---|---|
| Distinct (%) | 67.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4716740548 |
|---|---|
| Minimum | 0.078 |
| Maximum | 2.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 0.078 |
|---|---|
| 5-th percentile | 0.1403 |
| Q1 | 0.2435 |
| median | 0.371 |
| Q3 | 0.625 |
| 95-th percentile | 1.1333 |
| Maximum | 2.42 |
| Range | 2.342 |
| Interquartile range (IQR) | 0.3815 |
Descriptive statistics
| Standard deviation | 0.3314973556 |
|---|---|
| Coefficient of variation (CV) | 0.7028102399 |
| Kurtosis | 5.593373853 |
| Mean | 0.4716740548 |
| Median Absolute Deviation (MAD) | 0.166 |
| Skewness | 1.921190451 |
| Sum | 361.774 |
| Variance | 0.1098904968 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.258 | 6 | 0.8% | |
| 0.254 | 6 | 0.8% | |
| 0.238 | 5 | 0.7% | |
| 0.261 | 5 | 0.7% | |
| 0.207 | 5 | 0.7% | |
| 0.268 | 5 | 0.7% | |
| 0.259 | 5 | 0.7% | |
| 0.245 | 4 | 0.5% | |
| 0.299 | 4 | 0.5% | |
| 0.687 | 4 | 0.5% | |
| Other values (506) | 718 | 93.6% |
| Value | Count | Frequency (%) | |
| 0.078 | 1 | 0.1% | |
| 0.084 | 1 | 0.1% | |
| 0.085 | 2 | 0.3% | |
| 0.088 | 2 | 0.3% | |
| 0.089 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.42 | 1 | 0.1% | |
| 2.329 | 1 | 0.1% | |
| 2.288 | 1 | 0.1% | |
| 2.137 | 1 | 0.1% | |
| 1.893 | 1 | 0.1% |
Idade
Real number (ℝ≥0)
| Distinct | 52 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.2190352 |
|---|---|
| Minimum | 21 |
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.0 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 24 |
| median | 29 |
| Q3 | 41 |
| 95-th percentile | 58 |
| Maximum | 81 |
| Range | 60 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.7522956 |
|---|---|
| Coefficient of variation (CV) | 0.3537819665 |
| Kurtosis | 0.6608718486 |
| Mean | 33.2190352 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 1.135164695 |
| Sum | 25479 |
| Variance | 138.1164518 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 22 | 72 | 9.4% | |
| 21 | 63 | 8.2% | |
| 25 | 48 | 6.3% | |
| 24 | 46 | 6.0% | |
| 23 | 38 | 5.0% | |
| 28 | 35 | 4.6% | |
| 26 | 33 | 4.3% | |
| 27 | 32 | 4.2% | |
| 29 | 29 | 3.8% | |
| 31 | 24 | 3.1% | |
| Other values (42) | 347 | 45.2% |
| Value | Count | Frequency (%) | |
| 21 | 63 | 8.2% | |
| 22 | 72 | 9.4% | |
| 23 | 38 | 5.0% | |
| 24 | 46 | 6.0% | |
| 25 | 48 | 6.3% |
| Value | Count | Frequency (%) | |
| 81 | 1 | 0.1% | |
| 72 | 1 | 0.1% | |
| 70 | 1 | 0.1% | |
| 69 | 2 | 0.3% | |
| 68 | 1 | 0.1% |
Vive com diabetes
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.0 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 500 | 65.2% | |
| 1 | 267 | 34.8% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Nº de gravidez | Glicose | Pressão sanguínea | Trícepis | Insulina | IMC | Chance de diabetes hereditária | Idade | Vive com diabetes | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 85 | 66 | 29 | 0 | 26.6 | 0.351 | 31 | 0 |
| 1 | 8 | 183 | 64 | 0 | 0 | 23.3 | 0.672 | 32 | 1 |
| 2 | 1 | 89 | 66 | 23 | 94 | 28.1 | 0.167 | 21 | 0 |
| 3 | 0 | 137 | 40 | 35 | 168 | 43.1 | 2.288 | 33 | 1 |
| 4 | 5 | 116 | 74 | 0 | 0 | 25.6 | 0.201 | 30 | 0 |
| 5 | 3 | 78 | 50 | 32 | 88 | 31.0 | 0.248 | 26 | 1 |
| 6 | 10 | 115 | 0 | 0 | 0 | 35.3 | 0.134 | 29 | 0 |
| 7 | 2 | 197 | 70 | 45 | 543 | 30.5 | 0.158 | 53 | 1 |
| 8 | 8 | 125 | 96 | 0 | 0 | 0.0 | 0.232 | 54 | 1 |
| 9 | 4 | 110 | 92 | 0 | 0 | 37.6 | 0.191 | 30 | 0 |
Last rows
| Nº de gravidez | Glicose | Pressão sanguínea | Trícepis | Insulina | IMC | Chance de diabetes hereditária | Idade | Vive com diabetes | |
|---|---|---|---|---|---|---|---|---|---|
| 757 | 1 | 106 | 76 | 0 | 0 | 37.5 | 0.197 | 26 | 0 |
| 758 | 6 | 190 | 92 | 0 | 0 | 35.5 | 0.278 | 66 | 1 |
| 759 | 2 | 88 | 58 | 26 | 16 | 28.4 | 0.766 | 22 | 0 |
| 760 | 9 | 170 | 74 | 31 | 0 | 44.0 | 0.403 | 43 | 1 |
| 761 | 9 | 89 | 62 | 0 | 0 | 22.5 | 0.142 | 33 | 0 |
| 762 | 10 | 101 | 76 | 48 | 180 | 32.9 | 0.171 | 63 | 0 |
| 763 | 2 | 122 | 70 | 27 | 0 | 36.8 | 0.340 | 27 | 0 |
| 764 | 5 | 121 | 72 | 23 | 112 | 26.2 | 0.245 | 30 | 0 |
| 765 | 1 | 126 | 60 | 0 | 0 | 30.1 | 0.349 | 47 | 1 |
| 766 | 1 | 93 | 70 | 31 | 0 | 30.4 | 0.315 | 23 | 0 |